{"id":"W4283258731","doi":"10.18060/26078","title":"Learning Informally","year":2022,"lang":"en","type":"article","venue":"ENGAGE!","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Victoria","funders":"","keywords":"Thriving; The arts; Vocational education; Empowerment; Context (archaeology); Sociology; Informal learning; Handicraft; Pedagogy; Inclusion (mineral); Informal education; Public relations; Entrepreneurship; Political science; Social science; Higher education; Visual arts; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007097845,0.00002978353,0.00003545826,0.00001624838,0.002604033,0.00003772766,0.0001151309,0.00001521532,0.008435027],"category_scores_gemma":[0.0001487064,0.0000290611,0.00001948851,0.0001610016,0.00002947523,0.00008051419,0.00009214464,0.0004174715,0.00004875233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047735,"about_ca_system_score_gemma":0.0001049479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006630045,"about_ca_topic_score_gemma":0.0001332863,"domain_scores_codex":[0.9993393,0.0001676707,0.00006348459,0.00005280009,0.0002277983,0.0001489251],"domain_scores_gemma":[0.999843,0.00004516455,0.00002440385,0.00003084948,0.00001474389,0.00004184118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001017688,0.00002451026,0.01092896,0.000001994995,0.00001685136,0.00001898935,0.1749306,0.001137411,0.00005042846,0.01741114,0.640441,0.1550279],"study_design_scores_gemma":[0.0000480968,0.00001900076,0.00126814,5.938904e-7,8.434877e-7,5.346772e-7,0.06417929,0.000007657477,0.000009604852,0.00004222367,0.9343752,0.00004886768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3318526,0.00009157632,0.00001189593,0.006494544,0.0005739802,0.0001305204,0.000001414649,0.0001727308,0.6606708],"genre_scores_gemma":[0.7155825,0.00001125227,0.00004533614,0.0002092769,0.00008561654,0.0000134662,0.000004069006,0.000002154018,0.2840463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3837299,"threshold_uncertainty_score":0.9986944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03778824175520938,"score_gpt":0.2768853200957865,"score_spread":0.2390970783405771,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}